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JaviMaligno

langfuse-mcp-extended

deleteDatasetItem

Remove a specific dataset item permanently. This action cannot be undone.

Instructions

Delete a specific dataset item. This action is irreversible.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
datasetItemIdYesThe unique dataset item identifier to delete
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The description discloses that the action is irreversible, a key behavioral trait. However, without annotations, it omits other important details like required permissions, side effects on related data, or whether deletion cascades. The irreversibility note is helpful but incomplete.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is extremely concise with only two sentences, front-loaded with the key action. Every word adds value, and no unnecessary information is present.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the tool's simplicity (one parameter, no output schema, no annotations), the description is largely adequate. It states the purpose and irreversibility. Additional context, such as success/error feedback or confirmation, would improve completeness but is not critical for this low-complexity tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100% for the single parameter, so the schema already defines its meaning. The description adds no extra semantics beyond the schema, resulting in a baseline score of 3.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the action ('Delete') and the resource ('a specific dataset item'), with no ambiguity. It also differentiates from sibling delete tools by specifying 'dataset item', making the purpose unmistakable.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description provides no guidance on when to use this tool versus alternatives, such as other delete tools (e.g., deleteScore, deleteTrace). It lacks context about prerequisites or when not to use it, leaving the agent to infer.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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